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  1. Pascal Klink; Haoyi Yang; Carlo D'Eramo; Jan Peters; Joni Pajarinen

    Curriculum Reinforcement Learning via Constrained Optimal Transport

    In: Kamalika Chaudhuri; Stefanie Jegelka; Le Song; Csaba Szepesvári; Gang Niu; Sivan Sabato (Hrsg.). International Conference on Machine Learning, …

  2. Philipp Woock; Ajish Babu

    Autonome Robotersysteme in der Altlastensanierung

    In: Volker Franzius; Michael Altenbockum; Thomas. Gerhold (Hrsg.). Handbuch Altlastensanierung und Flächenmanagement, Vol. 93. Aktualisierung, 3. …

  3. Interpretability in Activation Space Analysis of Transformers: A Focused Survey

    In: AIMLAI' 22 Workshop. ACM International Conference on Information and Knowledge Management (CIKM-2022), October 17-21, Atlanta, Georgia, USA, CEUR …

  4. Amos Smith; Jeremy Coffelt; Kai Lingemann

    A Deep Learning Framework for Semantic Segmentation of Underwater Environments

    In: OCEANS 22 Hampton Roads. OCEANS MTS/IEEE Conference (OCEANS-2022), October 17-20, Hampton Roads, VA, USA, IEEE, 10/2022.

  5. Pascal Klink; Carlo D'Eramo; Jan Peters; Joni Pajarinen

    Boosted Curriculum Reinforcement Learning

    In: The Tenth International Conference on Learning Representations. International Conference on Learning Representations (ICLR-2022), April 25-29, …

  6. Vignesh Prasad; Dorothea Koert; Ruth Stock-Homburg; Jan Peters; Georgia Chalvatzaki

    MILD: Multimodal Interactive Latent Dynamics for Learning Human-Robot Interaction

    In: 21st IEEE-RAS International Conference on Humanoid Robots. IEEE-RAS International Conference on Humanoid Robots (Humanoids-2022), November 28-30, …

  7. Jo~ao Carvalho; Dorothea Koert; Marek Daniv; Jan Peters

    Adapting Object-Centric Probabilistic Movement Primitives with Residual Reinforcement Learning

    In: 21st IEEE-RAS International Conference on Humanoid Robots. IEEE-RAS International Conference on Humanoid Robots (Humanoids-2022), November 28-30, …

  8. Jonathan Vorndamme; Jo~ao Carvalho; Riddhiman Laha; Dorothea Koert; Luis Figueredo; Jan Peters; Sami Haddadin

    Integrated Bi-Manual Motion Generation and Control shaped for Probabilistic Movement Primitives

    In: 21st IEEE-RAS International Conference on Humanoid Robots. IEEE-RAS International Conference on Humanoid Robots (Humanoids-2022), November 28-30, …

  9. Joe Watson; Jan Peters

    Inferring Smooth Control: Monte Carlo Posterior Policy Iteration with Gaussian Processes

    In: Karen Liu; Dana Kulic; Jeffrey Ichnowski (Hrsg.). Conference on Robot Learning, CoRL 2022. Conference on Robot Learning (CoRL-2022), December …

  10. Marius Memmel; Puze Liu; Davide Tateo; Jan Peters

    Dimensionality Reduction and Prioritized Exploration for Policy Search

    In: Gustau Camps-Valls; Francisco J. R. Ruiz; Isabel Valera (Hrsg.). International Conference on Artificial Intelligence and Statistics. International …